Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/Zaoqu-Liu/ScienceClawnpx agentmods add skills/zaoqu-liu/scienceclaw/devtu-docs-qualityWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/zaoqu-liu/scienceclaw/devtu-docs-quality)<a href="https://agentmods.dev/skills/zaoqu-liu/scienceclaw/devtu-docs-quality"><img src="https://agentmods.dev/badge/skills/zaoqu-liu/scienceclaw/devtu-docs-quality/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/zaoqu-liu/scienceclaw/devtu-docs-quality"><img src="https://agentmods.dev/badge/skills/zaoqu-liu/scienceclaw/devtu-docs-quality.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.03990 |
| Opus 5.5 | $0.00000 | $0.01596 |
| Sonnet 5.5 | $0.00000 | $0.00798 |
| Haiku 4.5 | $0.00000 | $0.00399 |
Grade A, and why
devtu-docs-quality scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
100% identical to devtu-docs-quality — 16 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 351 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Documentation Quality Assurance
Two Equal Priorities
Both of the following must be satisfied before an audit is done. Neither overrides the other.
1. Technical correctness — wrong code is worse than no code; it actively breaks users' workflows.
2. Less is more — redundant content is worse than no content; it creates confusion, dilutes trust, and makes maintenance harder.
When in doubt about technical accuracy: verify against source (
src/tooluniverse/execute_function.py). When in doubt about whether content is needed: delete it.
Less Is More — The Core Philosophy
ToolUniverse is a serious research tool. Documentation should reflect that with restraint and precision, not volume.
What "less is more" means in practice
Remove, don't add. Every edit should end with fewer words, fewer pages, fewer links. The field moves fast — outdated instructions are actively harmful. When two approaches both work, keep one.
Each concept appears exactly once. If setup instructions appear in three places, a user reading one doesn't know the others exist, and maintainers must update all three on every change. Pick one canonical location and cross-link everywhere else.
No emojis. Emojis in headings, nav items, card titles, and bullet points signal "AI-generated" and undermine trust in a serious scientific tool. Remove them unconditionally — no exceptions for "emphasis."
Shrink, don't summarize. A page reduced from 1000 lines to 30 pointer lines is better than a 1000-line page summarized with a TL;DR box. Do the surgery.
Size budgets (hard limits):
| Page type | Max lines |
|---|---|
Per-platform setup page (claude_desktop.rst, cursor.rst, etc.) |
15 |
| Homepage grid sections | 4 cards max per grid |
| "See Also" / "Related" link lists | 4 links max |
| Tutorial pages that duplicate the Python guide | 0 — delete or make a pointer |
Less-is-more decision tree
When reviewing any piece of content, ask:
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 351 lines · 0 tokens per session scan A 9cc54e05391b
devtu-docs-quality is a skill published in the GitHub repository Zaoqu-Liu/ScienceClaw (60 stars, last pushed 7mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 3,990 tokens. A static security scan graded it A with 0 findings. It is 100% identical to devtu-docs-quality, differing in 16 lines, and is treated as a copy.
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